人工智慧

授課教師 : Ning-Han Liu  Associate Professor

班級: 資管所

本課程的主題包含人工智慧的介紹、智慧型系統的特性分析、如何使用人工智慧計算方法（例如演化式計算法則、類神經網路、模糊邏輯等）

來解決問題、以及一些常見的智慧型系統（包括專家系統）的介紹

主要教材:

人工智慧: 智慧型系統導論 (第二版) Artificial Intelligence: A Guide to Intelligent Systems 2/E (全華)

參考書目：

Artificial Intelligence: A Guide to Intelligent System 2/E  Addison Wesley (全華代理)

成績計算方式:

上課出席率, 期中考(筆試), 不定時隨堂作業, 期末文獻報告

實作及使用工具:

Weka應用

公告

投影片下載區

Week 1: Introduction

Week 2: Solving Problems by Searching Informed Search Algorithms Adversarial Search

Week 3: Rule-based Expert Systems

Week 4: Decision tree Uncertainty management in rule-based expert systems

Week 5: Fuzzy logic

Week 6:  Fuzzy inference

Week 7: Artificial neural networks: Supervised learning I Artificial neural networks: Supervised learning II

Week 8: Artificial neural networks: Unsupervised learning

Week 10: Evolutionary Computation:   Genetic algorithm  Evolutionary Computation:   Evolution strategies and genetic programming

Last updated 2014/02/17